CO-EVOLUTION OF SOCIAL NETWORKS AND CONTINUOUS ACTOR ATTRIBUTES

被引:10
|
作者
Niezink, Nynke M. D. [1 ]
Snijders, Tom A. B. [1 ]
机构
[1] Univ Groningen, Grote Rozenstr 31, NL-9712 TG Groningen, Netherlands
来源
ANNALS OF APPLIED STATISTICS | 2017年 / 11卷 / 04期
关键词
Social networks; longitudinal data; Markov model; stochastic differential equations; method of moments; PANEL-DATA; SELECTION; MODELS; EXPLANATIONS; AGGRESSION; CONTAGION; BEHAVIOR; CONTEXT; OBESITY; ROLES;
D O I
10.1214/17-AOAS1037
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Social networks and the attributes of the actors in these networks are not static; they may develop interdependently over time. The stochastic actor-oriented model allows for statistical inference on the mechanisms driving this co-evolution process. In earlier versions of this model, dynamic actor attributes are assumed to be measured on an ordinal categorical scale. We present an extension of the stochastic actor-oriented model that does away with this restriction using a stochastic differential equation to model the evolution of continuous actor attributes. We estimate the parameters by a procedure based on the method of moments. The proposed method is applied to study the dynamics of a friendship network among the students at an Australian high school. In particular, we model the relationship between friendship and obesity, focusing on body mass index as a continuous co-evolving attribute.
引用
收藏
页码:1948 / 1973
页数:26
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